Oil & Gas
This company speeds up early-stage pipeline design with Flow Assurance ML
For Pipeline Advisory Company
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- Client
- Pipeline Advisory Company
- Industry
- Oil & Gas
- Solution
- Flow Assurance Design Accelerator
- Published
- 2025-09-21
Summary
A machine-learning model delivered ballpark surge estimates in seconds, helping engineers triage designs before running full flow assurance simulations.
The challenge
For each candidate pipeline configuration, engineers had to set up detailed simulations before knowing whether a design was even worth pursuing, slowing early project phases.
Our solution
Flow Assurance ML was trained on past study and simulation results. Engineers can now enter simplified pipeline parameters and operating conditions to obtain approximate surge values suitable for early screening.
Results
Design teams use the model to filter and prioritise options first, then reserve full transient simulations for a much smaller short list.
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